Overall LLM Stack Grade
Your LLM infrastructure is needs improvement
How we scored this
Your overall score of 47 (C) is a weighted average across 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 14 (F).
Improving Optimization from F to a B would add ~10 points to your overall score.
LLM Providers
LLM Call Locations
Models Detected
Files Analyzed
Complexity
3 active signals across 3 categories
4
High Impact
2
Medium Impact
0
Low Impact
Top Priorities
No semantic caching detected — repeated queries hit the API every time
highNo rate limiting library detected on API calls
highNo retry/backoff library detected — failed requests waste tokens
high1,128
Stars
78
Forks
33
Open issues
14
Contributors
Languages
15
AI signals in issues
1.3/mo
Fork growth
Overall LLM Stack Grade
Your LLM infrastructure is needs improvement
How we scored this
Your overall score of 47 (C) is a weighted average across 19 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Optimization is pulling the score down at 14 (F).
Improving Optimization from F to a B would add ~10 points to your overall score.
LLM Providers
LLM Call Locations
Models Detected
Files Analyzed
Complexity
3 active signals across 3 categories
4
High Impact
2
Medium Impact
0
Low Impact
Top Priorities
No semantic caching detected — repeated queries hit the API every time
highNo rate limiting library detected on API calls
highNo retry/backoff library detected — failed requests waste tokens
high1,128
Stars
78
Forks
33
Open issues
14
Contributors
Languages
15
AI signals in issues
1.3/mo
Fork growth